This report covers the survey about attitudes collected by Richard Childers, MD and Joel Schofer, MD.

1 Summary

1.1 Notes

  1. The current report covers 951 responses.
  2. We excluded 17 cases because their orders preceded the year 2012 and 26 cases because the year_executed_order value was missing.

1.2 Unanswered Questions

1.3 Answered Questions

2 Histograms

2.1 Univariate

Warning: Factor `iv` contains implicit NA, consider using `forcats::fct_explicit_na`

Warning: Factor `iv` contains implicit NA, consider using `forcats::fct_explicit_na`

Warning: Factor `iv` contains implicit NA, consider using `forcats::fct_explicit_na`

2.2 Frequency: homestead_length_in_years by officer_rank

2.3 Frequency: homestead_length_in_years by specialty_type

2.4 Frequency: homestead_problem by officer_rank

2.5 Frequency: homestead_problem by specialty_type

2.6 Frequency: Assignment_priority by Specialty_type


Data: ds
Formula: ~ assignment_priority 1 + specialty_type

2.7 Frequency: Officer_rank_priority by Officer_rank


Data: ds
Formula: ~ officer_rank_priority 1 + officer_rank

2.8 Multivariate

3 Relationships between Outcomes

satisfaction rank transparency rank favoritism rank assignment current choice
satisfaction_rank 1.000 0.771 0.486 -0.519
transparency_rank 0.771 1.000 0.488 -0.405
favoritism_rank 0.486 0.488 1.000 -0.325
assignment_current_choice -0.519 -0.405 -0.325 1.000

4 Analyses - 1 Predictor

4.1 By Rank

4.1.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + officer_rate_f

4.1.2 transparency_rank


Data: ds
Formula: ~ transparency_rank 1 + officer_rate_f

4.1.3 favoritism_rank


Data: ds
Formula: ~ favoritism_rank 1 + officer_rate_f

4.1.4 assignment_current_choice


Data: ds
Formula: ~ assignment_current_choice 1 + officer_rate_f

4.2 By Specialty Type

4.2.1 satisfaction_rank


Data: [ ds ds$specialty_type != “unknown”
Formula: ~ satisfaction_rank 1 + specialty_type

4.2.2 transparency_rank


Data: [ ds ds$specialty_type != “unknown”
Formula: ~ transparency_rank 1 + specialty_type

4.2.3 favoritism_rank


Data: [ ds ds$specialty_type != “unknown”
Formula: ~ favoritism_rank 1 + specialty_type

4.2.4 assignment_current_choice


Data: [ ds ds$specialty_type != “unknown”
Formula: ~ assignment_current_choice 1 + specialty_type

4.3 By Bonus Pay

4.3.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + bonus_pay_cut4

4.3.2 transparency_rank


Data: ds
Formula: ~ transparency_rank 1 + bonus_pay_cut4

4.3.3 favoritism_rank


Data: ds
Formula: ~ favoritism_rank 1 + bonus_pay_cut4

4.3.4 assignment_current_choice


Data: ds
Formula: ~ assignment_current_choice 1 + bonus_pay_cut4

4.4 By Assignment Current Choice

4.4.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + assignment_current_choice

4.4.2 transparency_rank


Data: ds
Formula: ~ transparency_rank 1 + assignment_current_choice

4.4.3 favoritism_rank


Data: ds
Formula: ~ favoritism_rank 1 + assignment_current_choice

4.5 By Year

4.5.1 satisfaction_rank

4.6 By Survey Lag

4.6.1 satisfaction_rank

4.7 By Manning Proportion

4.7.1 manning_proportion

4.8 By Crtical War

4.9 By Billet Current


Data: ds
Formula: ~ satisfaction_rank 1 + billet_current

4.10 By Geographic Preference


Data: ds
Formula: ~ satisfaction_rank 1 + geographic_preference

5 Analyses - 2 Predictors

5.1 By Rank and Specialty Type

5.1.1 satisfaction_rank


Data: [ ds ds$specialty_type != “unknown”
Formula: ~ satisfaction_rank 1 + officer_rate_f * specialty_type


Data: [ ds ds$specialty_type != “unknown”
Formula: ~ satisfaction_rank 1 + officer_rate_f + specialty_type

5.1.2 transparency_rank


Data: ds
Formula: ~ transparency_rank 1 + specialty_type

5.1.3 favoritism_rank


Data: ds
Formula: ~ favoritism_rank 1 + specialty_type

5.1.4 assignment_current_choice


Data: ds
Formula: ~ assignment_current_choice 1 + specialty_type

5.2 By Rank and Assignment Current Choice

5.2.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + officer_rate_f + assignment_current_choice


Data: ds
Formula: ~ satisfaction_rank 1 + officer_rate_f * assignment_current_choice

Analysis of Variance Table

Model 1: satisfaction_rank ~ 1 + officer_rate_f + assignment_current_choice Model 2: satisfaction_rank ~ 1 + officer_rate_f * assignment_current_choice Res.Df RSS Df Sum of Sq F Pr(>F) 1 754 828.44
2 751 827.64 3 0.80396 0.2432 0.8662 ### transparency_rank


Data: ds
Formula: ~ transparency_rank 1 + officer_rate_f * assignment_current_choice

5.2.2 favoritism_rank


Data: ds
Formula: ~ favoritism_rank 1 + officer_rate_f * assignment_current_choice

5.3 By Rank and Bonus Pay

5.3.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + officer_rate_f + bonus_pay


Data: ds
Formula: ~ satisfaction_rank 1 + officer_rate_f * bonus_pay

Analysis of Variance Table

Model 1: satisfaction_rank ~ 1 + officer_rate_f + bonus_pay Model 2: satisfaction_rank ~ 1 + officer_rate_f * bonus_pay Res.Df RSS Df Sum of Sq F Pr(>F) 1 865 1488.7
2 862 1470.7 3 18.052 3.5268 0.01461 ### transparency_rank


Data: ds
Formula: ~ transparency_rank 1 + officer_rate_f * bonus_pay

5.3.2 favoritism_rank


Data: ds
Formula: ~ favoritism_rank 1 + officer_rate_f * bonus_pay

5.4 By Billet Current and Critical War

5.4.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + billet_current + critical_war

5.5 By Bonus_pay and Manning_proportion

5.5.1 satisfaction_rank


Data: ds
Formula: ~ satisfaction_rank 1 + manning_proportion_cut3 + bonus_pay_cut3

No interaction between manning_proportion_cut3 & bonus_pay_cut3Analysis of Variance Table

Model 1: satisfaction_rank ~ 1 + manning_proportion_cut3 * bonus_pay_cut3 Model 2: satisfaction_rank ~ 1 + manning_proportion_cut3 + bonus_pay_cut3 Res.Df RSS Df Sum of Sq F Pr(>F) 1 863 1499.7
2 867 1507.9 -4 -8.1779 1.1765 0.3197
Data: ds
Formula: ~ satisfaction_rank 1 + billet_current + critical_war

6 Session Information

For the sake of documentation and reproducibility, the current report was rendered in the following environment. Click the line below to expand.

Environment

─ Session info ───────────────────────────────────────────────────────────────────────────────────
 setting  value                       
 version  R version 3.6.1 (2019-07-05)
 os       Ubuntu 18.04.2 LTS          
 system   x86_64, linux-gnu           
 ui       X11                         
 language (EN)                        
 collate  en_US.UTF-8                 
 ctype    en_US.UTF-8                 
 tz       America/Chicago             
 date     2019-07-13                  

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Report rendered by wibeasley at 2019-07-13, 23:26 -0500 in 114 seconds.